# Machine Unlearning on Tiny-ImageNet Random forgetting Source: [Machine Unlearning on Tiny-ImageNet Random forgetting]() Collection index: [llms.txt]() Data updated: 2026-05-08T09:17:39.588Z Evaluation of Machine Unlearning techniques applied to the Tiny-ImageNet dataset under a random forgetting configuration. Metrics focus on forgetting rates (RA, FA, TA), membership inference effectiveness (MIA-Eff.), and computational time. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Machine Unlearning | | Dataset (including any stated split) | Tiny-ImageNet Random forgetting | | Metric | RA | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [RA](): Higher is better; unit: PERCENT. - [FA](): Higher is better; unit: PERCENT. - [TA](): Higher is better; unit: PERCENT. - [Delta Accuracy](): Higher is better; unit: SCALAR. - [MIA Effectiveness](): Higher is better; unit: PERCENT. - [Time (min)](): Lower is better; unit: TIME. ## Recorded results | Method | RA | Result date | Report paper | | --- | --- | --- | --- | | Retrain | 99.98 | Not recorded | 69fd6e435497b3b670c895f9 | | FT | 99.98 | Not recorded | 69fd6e435497b3b670c895f9 | | GU | 99.98 | Not recorded | 69fd6e435497b3b670c895f9 | | l1-sparse | 98.86 | Not recorded | 69fd6e435497b3b670c895f9 | | ROSU | 98.7 | Not recorded | 69fd6e435497b3b670c895f9 | | OrthoGrad | 98.63 | Not recorded | 69fd6e435497b3b670c895f9 | | UAM | 97.61 | Not recorded | 69fd6e435497b3b670c895f9 | | IU | 89.83 | Not recorded | 69fd6e435497b3b670c895f9 | | PCGrad | 88.39 | Not recorded | 69fd6e435497b3b670c895f9 | | NG | 0.6 | Not recorded | 69fd6e435497b3b670c895f9 | ### Retrain RA: 99.98. Result ID: 69fda93147f34ce924e0e0ee. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FT RA: 99.98. Result ID: 69fda93147f34ce924e0e0ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GU RA: 99.98. Result ID: 69fda93147f34ce924e0e0f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### l1-sparse RA: 98.86. Result ID: 69fda93147f34ce924e0e0f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ROSU RA: 98.7. Result ID: 69fda93147f34ce924e0e0f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OrthoGrad RA: 98.63. Result ID: 69fda93147f34ce924e0e0f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UAM RA: 97.61. Result ID: 69fda93147f34ce924e0e0f6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IU RA: 89.83. Result ID: 69fda93147f34ce924e0e0f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCGrad RA: 88.39. Result ID: 69fda93147f34ce924e0e0f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NG RA: 0.6. Result ID: 69fda93147f34ce924e0e0f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.